From 173ce24fdd17dd7b102db6bffff97b4b75eb4125 Mon Sep 17 00:00:00 2001 From: Anne Urai Date: Tue, 20 Feb 2024 09:44:01 +0100 Subject: [PATCH] preparing for figure workshop --- FigureWorkshop.ipynb | 330 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 330 insertions(+) create mode 100644 FigureWorkshop.ipynb diff --git a/FigureWorkshop.ipynb b/FigureWorkshop.ipynb new file mode 100644 index 0000000..645853d --- /dev/null +++ b/FigureWorkshop.ipynb @@ -0,0 +1,330 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How to visualize your data\n", + "by Anne Urai, Leiden University, February 2024\n", + "Inspired by 'How to write a paper (with me) by Matteo Carandini: \n", + "\n", + "Brief note on 'NYU dataviz style'\n", + "\n", + "References: Tufte\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Basic plot\n", + "We'll work with the example `fmri` dataset from seaborn." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# import what we need\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "\n", + "# let's set some defaults for the plot\n", + "# copied from https://github.com/anne-urai/2022_Urai_choicehistory_MEG/blob/main/hddmnn_funcs.py#L82\n", + "def seaborn_style():\n", + " \"\"\"\n", + " Set seaborn style for plotting figures\n", + " \"\"\"\n", + "\n", + " sns.set(style=\"ticks\", context=\"paper\",\n", + " font=\"Arial\", # on Mac: Helvetiva is even better\n", + " rc={\"font.size\": 9,\n", + " \"axes.titlesize\": 9,\n", + " \"axes.labelsize\": 9,\n", + " \"lines.linewidth\": 1,\n", + " \"xtick.labelsize\": 7,\n", + " \"ytick.labelsize\": 7,\n", + " \"savefig.transparent\": True,\n", + " \"xtick.major.size\": 2.5,\n", + " \"ytick.major.size\": 2.5,\n", + " \"xtick.minor.size\": 2,\n", + " \"ytick.minor.size\": 2,\n", + " })\n", + " mpl.rcParams['pdf.fonttype'] = 42\n", + " mpl.rcParams['ps.fonttype'] = 42\n", + "\n", + "# call this function at the start to set all defaults across plots\n", + "seaborn_style()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# read in the data\n", + "df = sns.load_dataset('fmri')\n", + "# plot this data in the most basic way\n", + "sns.lineplot(x='timepoint', y='signal', data=df)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# now, let's make this more informative in a number of ways!\n", + "g = sns.FacetGrid(df, row='region', col='event') # split by brain regions and events\n", + "# here, I separately plot the individual subject data and the group data. \n", + "# If the individual data are way outside the range of the group data, errorbar='band' may be easier to inspect.\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='pastel',\n", + " units=df.subject, estimator=None, #show all the data\n", + " ) # plot the data at individual subject level\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='deep',\n", + " linewidth=3,\n", + " errorbar=None,\n", + " ) # plot the group data on top\n", + "g.refline(y=0, linestyle='-', color='.15', linewidth=1) # add a reference line at y=0\n", + "sns.despine(trim=True) # remove the top and right spines; this removes unnecessary ink\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# seaborn will automatically insert some titles for plot labelling. \n", + "# However, I find adding these into the axis labels makes it easier to read (and less cluttered)\n", + "g.axes # this is what the 'axes' object looks like" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(12, 0.42, 'timepoint 2')" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same as above\n", + "g = sns.FacetGrid(df, row='region', col='event') # split by brain regions and events\n", + "# here, I separately plot the individual subject data and the group data. \n", + "# If the individual data are way outside the range of the group data, errorbar='band' may be easier to inspect.\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='pastel',\n", + " units=df.subject, estimator=None, #show all the data\n", + " ) # plot the data at individual subject level\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='deep',\n", + " linewidth=3,\n", + " errorbar=None,\n", + " ) # plot the group data on top\n", + "g.refline(y=0, linestyle='-', color='.15', linewidth=1) # add a reference line at y=0\n", + "sns.despine(trim=True) # remove the top and right spines; this removes unnecessary ink\n", + "\n", + "# pick useful x-axis tickmarks\n", + "g.set(xticks=[0, 4, 8, 12, 16]) # set the x-axis limits and ticks\n", + "\n", + "# now, let's use the labels to make this even more informative\n", + "g.axes[0,0].set(title=None, ylabel='Parietal BOLD signal (a.u.)') # set the title of the first subplot\n", + "g.axes[0,1].set(title=None, ylabel=None) # set the title of the first subplot\n", + "g.axes[1,0].set(title=None, ylabel='Frontal BOLD signal (a.u.)',\n", + " xlabel='Time from stimulus onset (s)') # set the title of the first subplot\n", + "g.axes[1,1].set(title=None, ylabel=None,\n", + " xlabel='Time from cue onset (s)') # set the title of the first subplot\n", + "\n", + "\n", + "# # add some information to each axis\n", + "# for ax in g.axes.flatten():\n", + "# ax.add_patch(mpl.patches.Rectangle((3.5,-0.21), 1, 0.81, \n", + "# facecolor='lightgrey'))\n", + "# ax.add_patch(mpl.patches.Rectangle((11.5,-0.21), 1, 0.81, \n", + "# facecolor='lightgrey'))\n", + "\n", + "# OR: only in one plot?\n", + "g.axes[0,1].add_patch(mpl.patches.Rectangle((3.5,-0.21), 1, 0.61, \n", + " facecolor='lightgrey'))\n", + "g.axes[0,1].text(4, 0.42, 'timepoint 1', ha='center', va='center', fontsize=7, color='black')\n", + "g.axes[0,1].add_patch(mpl.patches.Rectangle((11.5,-0.21), 1, 0.61, \n", + " facecolor='lightgrey'))\n", + "g.axes[0,1].text(12, 0.42, 'timepoint 2', ha='center', va='center', fontsize=7, color='black')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Let's also make some plots to better show individual-level variability\n", + "To accompany the timecourses" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, ''),\n", + " Text(322.02777777777777, 0.5, ''),\n", + " Text(0.5, 25.89062499999997, 'Time from cue onset (s)')]" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df[df.timepoint.isin([4,12])], # now only plot the data at these timepoints\n", + " row='region', col='event') # split by brain regions and events\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='pastel',\n", + " units=df.subject, estimator=None, #show all the data\n", + " ) # plot the data at individual subject level\n", + "g.map(sns.lineplot, 'timepoint', 'signal', \n", + " hue=df.region, palette='deep',\n", + " linewidth=3,\n", + " marker='o', markersize=8,\n", + " errorbar='ci',\n", + " err_style='bars', # show the 95% confidence interval around the mean\n", + " err_kws={'capsize': 0, 'elinewidth': 1.5, 'capthick': 1}\n", + " ) # plot the group data on top\n", + "g.refline(y=0, linestyle='-', color='.15', linewidth=1) # add a reference line at y=0\n", + "sns.despine(trim=True) # remove the top and right spines; this removes unnecessary ink\n", + "\n", + "# pick useful x-axis tickmarks + change the labels!\n", + "g.set(xticks=[4, 12], xlim=[0, 16]) # set the x-axis limits and ticks\n", + "g.set_xticklabels(['timepoint 1', 'timepoint 2'])\n", + "\n", + "# now, let's use the labels to make this even more informative\n", + "g.axes[0,0].set(title=None, ylabel='Parietal BOLD signal (a.u.)') # set the title of the first subplot\n", + "g.axes[0,1].set(title=None, ylabel=None) # set the title of the first subplot\n", + "g.axes[1,0].set(title=None, ylabel='Frontal BOLD signal (a.u.)',\n", + " xlabel='Time from stimulus onset (s)') # set the title of the first subplot\n", + "g.axes[1,1].set(title=None, ylabel=None,\n", + " xlabel='Time from cue onset (s)') # set the title of the first subplot\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "iblenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}